How to leverage your network to get a job

Ask someone to name their network and you get the people they spoke to this month. The part that gets people hired is the part they can't recall, and it's sitting in accounts they already own.

By Jerry Feng, Growth at Happenstance. Updated August 28, 2026.

The short version

Take an inventory before you send anything. Pull the names out of every account you hold, not only LinkedIn, then rank them by evidence of a real relationship rather than by job title. The list that comes back is longer than the one you could write from memory, and the people worth writing to are usually in the part you had forgotten. Start with the weak ties, because they know things your close friends do not.

The useful part of a network is the part you do not think about

There is direct evidence on which connections produce jobs, and it does not favor the people you would name first. In 2022 a team from LinkedIn, Harvard, Stanford and MIT published a set of randomized experiments in Science covering, as MIT News reported, “around 20 million LinkedIn users”, about 2 billion new connections and 600,000 new jobs. The headline finding was that “the stronger the newly added ties were, the less likely they were to lead to a job transmission”, with the effect shaped like an upside-down U: moderately weak ties did the most work, and past ten mutual connections extra closeness stopped helping.

Your closest connections read the same news and know the same openings, and they have already told you what they know. The person you worked with for eight months in 2021 sits somewhere else, which is where the new information is.

So there is a job to do before any outreach. Memory returns your strong ties, which the research says are the least productive ones, and then it stops. The rest of the list only comes back if you go and read the records.

Doing this with Happenstance

The inventory is the part nobody finishes, because doing it by hand means exporting four address books and reconciling them. Happenstance is built for exactly this step: connect Gmail, Outlook, Google Calendar, Google Contacts, LinkedIn, Twitter and Instagram, and every name across all of them becomes searchable in one place. Ask “Who do I know who works in medical devices?” and the answer comes back with how each person is connected to you, how well you know them, and which account the connection came from, which is the evidence the ask runs on.

Happenstance is free. The free plan is the whole product, with usage limits on chat and web searches beyond your network. Pro raises the limits: unlimited web searches and results, higher chat limits, and CSV export. Once the inventory exists, the campaign built on top of it is in how to network your way into a job, and the job-search view of the product is in Happenstance for job seekers. For a single posting, Sidedoor searches your network at that company and at similar ones.

Who do I know who works in medical devices?
One question across email, calendar, phone and social accounts at once.

The two awkward messages

The awkward ones are the person you have not spoken to in years and the person you've met once. Both are worth writing to, and both work on the same principle: put the whole ask above the fold and make refusing it free.

Template 1: someone you haven't spoken to in years

Subject: From out of nowhere, with a specific question

[First name], It has been [three years] since [the migration we both survived at Datadog]. Hope [the thing you are building now] is going well. I am looking for [a staff data engineering role, payments or logistics infrastructure, 50 to 500 people], and you are one of about fifteen people whose read on that I would trust. Do you know anyone at [Modern Treasury] or [Column]? [Your name]

Template 2: someone you've met once

Subject: [Storage systems meetup], one question about [Column]

[First name], We met at [the storage systems meetup in March]. You work at [Column], which is one of twelve companies I am aiming at as [a data engineer]. One question rather than a favor: [is the platform team hiring for the warehouse work, or for the ingestion side?] The posting does not say, and it changes what I would apply for. Two lines by email is plenty. Thanks either way. [Your name] [one link]

Neither template opens with an apology for the silence, and that's deliberate: apologizing makes the gap the subject of the message. Name it in a clause and move to the question. Where you want the longer conversation rather than a two-line answer, how to ask for an informational interview is the version of these that asks for fifteen minutes.

What Happenstance can see

Email is read as headers only. Message content and attachments never reach our servers. Yes. Your connections are searchable only by you, the friends you accept, and the groups you join, and sharing is always mutual. Your public profile shows a constellation of named people you know by default, which you can turn off anytime. We never share, sell, or use your data to train AI models. Happenstance is SOC 2 certified and DTI Trust Level 2; the full list of what is stored and for how long is on the security page.

Frequently asked questions

How do you leverage your network to find a job?

Start by finding out what's in it. Pull names from email, calendar, phone, LinkedIn and any group you belong to, rank them by evidence of a real relationship, and mark the ones close to the work you want. Almost everyone finds their usable network is larger than the version they can recall unaided, and that the names worth writing to are ones they had forgotten.

How do I know who's in my network?

Your memory is the wrong index. The reliable signals are records: people you've exchanged email with, people who appear on past calendar invitations, people saved in Google Contacts, people in the same groups. Anyone you have a documented history with is in your network, whether or not you thought of them when someone asked you to list your connections.

Should I ask close friends or distant connections for help?

Both, for different things, and distant ones first. Close connections know the same jobs and people you already know about, so they rarely have new information. People you see once or twice a year sit in different rooms, which is exactly why their tip is one you haven't already heard.

Is it awkward to reach out to someone I haven't spoken to in years?

Less than you expect, if you say what you want in the first two lines. What makes these messages awkward is pretending to be a catch-up and turning into an ask at the end. Naming the gap, naming the request, and giving them a way to decline makes it a normal thing to receive.

How many people should I contact when job hunting?

Fewer than most advice suggests, chosen better. Twenty to thirty well-chosen people beat two hundred generic messages, because the second approach produces replies you cannot follow up on and a reputation for spraying. Depth of ask matters more than breadth of list.

What's the difference between this and networking for a job?

Leveraging your network is an audit of what you already hold. Networking your way into a job is a campaign you run over about six weeks against a list of target companies. Do the audit first: it tells you which companies you already have a route into, which is what makes the campaign shorter.

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